social graph, Twitter, 2/23/2022 3:56:21 PM, 272186


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social graph_2022-02-22_21-04-00.xlsx
social graph_2022-02-22_21-04-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 23, 2022
Short Description:
social graph via NodeXL https://bit.ly/3JIu8ds
@lensprotocol
@desoprotocol
@nimacapital
@stanikulechov
@withsupernovas
@the3d_
@glow_dao
@tdatascience
@0xchristina
@lemiscate

Top hashtags:
#web3
#supernovas
#graph
#lunarcrush
#heroesoflowhelm
#gemz
#thebutton
#zilads

Description:
Description
The graph represents a network of 1,492 Twitter users whose tweets in the requested range contained "social graph", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 23 February 2022 at 05:05 UTC.

The requested start date was Wednesday, 23 February 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 16-hour, 40-minute period from Wednesday, 09 February 2022 at 01:19 UTC to Tuesday, 22 February 2022 at 18:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 1492
Unique Edges : 978
Edges With Duplicates : 1487
Total Edges : 2465
Number of Edge Types : 5
Replies to : 180
Mentions : 412
Retweet : 660
MentionsInRetweet : 926
Tweet : 287
Self-Loops : 292
Reciprocated Vertex Pair Ratio : 0.0126671358198452
Reciprocated Edge Ratio : 0.0250173731758165
Connected Components : 376
Single-Vertex Connected Components : 147
Maximum Vertices in a Connected Component : 333
Maximum Edges in a Connected Component : 803
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.841195
Graph Density : 0.000646866003887489
Modularity : 0.590319
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,492 Twitter users whose tweets in the requested range contained "social graph", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 23 February 2022 at 05:05 UTC.

The requested start date was Wednesday, 23 February 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 16-hour, 40-minute period from Wednesday, 09 February 2022 at 01:19 UTC to Tuesday, 22 February 2022 at 18:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : social graph
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[19] https://towardsdatascience.com/graph-neural-networks-in-python-c310c7c18c83?source=social.tw
[19] https://towardsdatascience.com/graph-embeddings-how-nodes-get-mapped-to-vectors-2e12549457ed?source=social.tw
[18] https://towardsdatascience.com/from-graph-ml-to-deep-relational-learning-f07a0dddda89?source=social.tw
[9] https://towardsdatascience.com/linear-algebra-explained-through-graph-theory-1c79711e9a20?source=social.tw
[7] https://lens.dev/
[6] https://towardsdatascience.com/fastflows-flow-based-models-for-molecular-graph-generation-a8327bb9bee1?source=social.tw
[6] https://arxiv.org/abs/2202.05129
[4] https://www.zazzle.com/pd/spp/pt-gotchacovered_notebook?dz=d75fe7b0-119c-450f-9c88-a935366c25ec&clone=true&pending=true&style=85x11&cover=hard&pagedesign=graph&spiralcolor=black&design.areas=[gotchacovered_notebook_85x11_front%2Cgotchacovered_notebook_85x11_back]&social=true&view=113794220778951587&rf=238770137422288878
[4] http://18digits.com/?doing_wp_cron=1645592331.9291360378265380859375
[4] https://www.dailymail.co.uk/tvshowbiz/article-10518337/Mark-Wahlberg-conceals-2-stone-weight-loss-jumper-Jimmy-Kimmel.html?ito=social-twitter_dailymailceleb

Top URLs in Tweet in G1:
[3] https://cryptocoin.news/news/defi-news/aave-devs-launch-decentralized-social-media-protocol-70844/
[2] https://lens.dev/
[1] https://lens.dev/garden
[1] https://docs.lens.dev/docs/primer
[1] https://thedefiant.io/lens-web3-social-media-polygon/
[1] https://www.youtube.com/watch?v=LG9uYoxFxtw

[1] https://twitter.com/parth_valecha/status/1492587060452016129
[1] https://twitter.com/LensProtocol/status/1490782692786515970
[1] https://twitter.com/LensProtocol/status/1490782690651656197
[1] https://twitter.com/i/spaces/1OyKADbWmwgxb?s=20

Top URLs in Tweet in G2:
[6] https://arxiv.org/abs/2202.05129
[4] https://lens.dev/
[2] https://decrypt.co/92359/defi-project-aave-launches-social-media-platform-polygon
[2] https://mirror.xyz/lensprotocol.eth/YG9iFIs2emVFRtj3JqY95Dk6opNqM0aC9YoM-Ppp5as
[2] https://thedefiant.io/lens-web3-social-media-polygon/
[2] https://arxiv.org/abs/2202.03392
[2] https://www.thedrum.com/profile/mediaocean/news/big-tech-needs-big-brands-what-does-this-mean-for-walled-gardens
[2] https://coinonaut.com
[2] http://twitter.com/dumbwire
[2] https://networks.skewed.de/net/flickr_aminer

Top URLs in Tweet in G3:
[19] https://towardsdatascience.com/graph-neural-networks-in-python-c310c7c18c83?source=social.tw
[18] https://towardsdatascience.com/from-graph-ml-to-deep-relational-learning-f07a0dddda89?source=social.tw
[18] https://towardsdatascience.com/graph-embeddings-how-nodes-get-mapped-to-vectors-2e12549457ed?source=social.tw
[9] https://towardsdatascience.com/linear-algebra-explained-through-graph-theory-1c79711e9a20?source=social.tw
[6] https://towardsdatascience.com/fastflows-flow-based-models-for-molecular-graph-generation-a8327bb9bee1?source=social.tw
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-embeddings-how-nodes-get-mapped-to-vectors-2e12549457ed%3Fsource%3Dsocial.tw
[2] http://Immigration.ly
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Ffrom-graph-ml-to-deep-relational-learning-f07a0dddda89%3Fsource%3Dsocial.tw
[1] https://medium.com/stellargraph/can-graph-machine-learning-identify-hate-speech-in-online-social-networks-58e3b80c9f7e
[1] https://blackjoomla.com/tagz-open-graph.html

Top URLs in Tweet in G6:
[2] https://sol.cyberconnect.me/plaza
[2] https://galaxy.eco/CyberConnect
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://mirror.xyz/cyberlab.eth/J9dopHDCRw2UNXkIKmen1Rj0BwDP2bgwygVSCLt-4Nc
[1] https://twitter.com/lensprotocol/status/1490782692786515970

Top URLs in Tweet in G10:
[2] https://anchain.ai/nftmap/

Top Domains
Top Domains in Tweet in Entire Graph:
[71] towardsdatascience.com
[30] twitter.com
[15] lnr.app
[12] medium.com
[10] dy.si
[10] arxiv.org
[9] lens.dev
[8] co.uk
[5] symplur.com
[5] 18digits.com

Top Domains in Tweet in G1:
[4] lens.dev
[4] twitter.com
[3] cryptocoin.news
[1] thedefiant.io
[1] youtube.com
[1] decrypt.co

Top Domains in Tweet in G2:
[15] lnr.app
[13] twitter.com
[8] arxiv.org
[6] dy.si
[4] lens.dev
[4] cryptopotato.com
[4] skewed.de
[2] decrypt.co
[2] google.com
[2] mirror.xyz

Top Domains in Tweet in G3:
[70] towardsdatascience.com
[8] medium.com
[2] blackjoomla.com
[2] immigration.ly
[1] afternic.com
[1] humanagency.org
[1] immigration.io
[1] race.io

Top Domains in Tweet in G6:
[2] mirror.xyz
[2] cyberconnect.me
[2] galaxy.eco
[1] twitter.com

Top Domains in Tweet in G10:
[2] anchain.ai

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[38] web3
[18] supernovas
[13] graph
[12] lunarcrush
[12] heroesoflowhelm
[12] gemz
[12] thebutton
[12] zilads
[12] uniteddexindexv2
[12] milkybabystable



Top Hashtags in Tweet in G1:
[4] ethdenver
[3] web3
[3] aave
[3] lensprotocol
[3] nfts
[2] socialmedia
[2] polygon
[2] defi
[1] byte
[1] definews

Top Hashtags in Tweet in G2:
[13] graph
[12] lunarcrush
[12] heroesoflowhelm
[12] gemz
[12] thebutton
[12] zilads
[12] uniteddexindexv2
[12] milkybabystable
[12] pillartoken
[12] candle

Top Hashtags in Tweet in G3:
[6] ai
[4] machinelearning
[3] deeplearning
[3] bigdata
[3] dl
[3] artificialintelligence
[3] ml
[2] datascience
[2] open_graph
[1] dataprocessing

Top Hashtags in Tweet in G5:
[18] supernovas
[18] web3
[5] truthsocial

Top Hashtags in Tweet in G6:
[2] solana

Top Hashtags in Tweet in G8:
[1] dapps

Top Words
Top Words in Tweet in Entire Graph:
[1020] graph
[957] social
[260] decentralized
[232] lensprotocol
[218] protocol
[216] lens
[211] composable
[155] permissionless
[107] media
[102] web3

Top Words in Tweet in G1:
[217] lensprotocol
[209] decentralized
[194] composable
[161] social
[153] graph
[148] permissionless
[145] lens
[145] protocol
[90] excited
[85] today

Top Words in Tweet in G2:
[186] social
[156] graph
[27] lens
[26] data
[23] protocol
[22] web3
[21] based
[21] media
[20] network
[19] decentralized

Top Words in Tweet in G3:
[123] graph
[74] tdatascience
[40] learning
[35] social
[29] power
[29] needs
[28] networks
[24] neural
[23] tm
[21] ml

Top Words in Tweet in G4:
[2] scientist

Top Words in Tweet in G5:
[54] social
[51] graph
[39] desoprotocol
[36] welcome
[25] key
[18] #supernovas
[18] #web3
[18] future
[18] exciting
[18] news

Top Words in Tweet in G6:
[34] social
[29] graph
[18] solana
[17] cyberconnecthq
[13] building
[11] connect
[10] projectgalaxyhq
[10] event
[10] 14
[10] user

Top Words in Tweet in G7:
[41] amazing
[41] career
[41] graph
[41] work
[41] choices
[41] unmatched
[41] young
[41] actor
[41] versatility
[41] extraordinary

Top Words in Tweet in G8:
[37] dmailofficial
[19] congratulations
[19] relationlabs
[19] reaching
[19] strategic
[19] cooperation
[19] relation
[19] multi
[19] chain
[18] soc

Top Words in Tweet in G9:
[20] interesting
[20] graph
[20] oxfordanalytica
[20] clearly
[20] showing
[20] troubles
[20] latin
[20] america
[20] despite
[20] use

Top Words in Tweet in G10:
[15] social
[15] graph
[9] anchainai
[8] web3
[8] twitter
[5] lensprotocol
[5] offers
[5] decentralized
[5] buildooooors
[5] web2

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[536] social,graph
[200] composable,decentralized
[183] lens,protocol
[163] decentralized,social
[154] permissionless,composable
[105] social,media
[87] today,everything
[87] everything,changes
[87] changes,re
[87] re,excited

Top Word Pairs in Tweet in G1:
[192] composable,decentralized
[152] social,graph
[148] permissionless,composable
[138] lens,protocol
[122] decentralized,social
[85] today,everything
[85] everything,changes
[85] changes,re
[85] re,excited
[85] excited,introduce

Top Word Pairs in Tweet in G2:
[72] social,graph
[21] social,media
[19] lens,protocol
[14] decentralized,social
[13] time,social
[13] grph,#graph
[12] #lunarcrush,track
[12] track,time
[12] social,market
[12] market,activity

Top Word Pairs in Tweet in G3:
[46] tdatascience,graph
[29] social,graph
[29] graph,needs
[24] graph,neural
[24] neural,networks
[23] tm,power
[21] graph,ml
[21] ml,deep
[21] deep,relational
[21] relational,learning

Top Word Pairs in Tweet in G5:
[50] social,graph
[24] key,social
[23] desoprotocol,key
[18] welcome,#supernovas
[18] #supernovas,welcome
[18] welcome,#web3
[18] #web3,social
[18] graph,future
[18] future,exciting
[18] exciting,news

Top Word Pairs in Tweet in G6:
[27] social,graph
[10] event,14
[10] 14,connect
[10] connect,cyberconnecthq
[10] cyberconnecthq,user
[10] user,follow
[10] follow,participants
[10] participants,year
[10] year,gonna
[10] graph,solana

Top Word Pairs in Tweet in G7:
[41] amazing,career
[41] career,graph
[41] graph,work
[41] work,choices
[41] choices,unmatched
[41] unmatched,young
[41] young,actor
[41] actor,versatility
[41] versatility,extraordinary
[40] xemberedcoalx,amazing

Top Word Pairs in Tweet in G8:
[19] congratulations,relationlabs
[19] relationlabs,dmailofficial
[19] dmailofficial,reaching
[19] reaching,strategic
[19] strategic,cooperation
[19] cooperation,relation
[19] relation,multi
[19] multi,chain
[18] dmailofficial,congratulations
[18] chain,soc

Top Word Pairs in Tweet in G9:
[20] interesting,graph
[20] graph,oxfordanalytica
[20] oxfordanalytica,clearly
[20] clearly,showing
[20] showing,troubles
[20] troubles,latin
[20] latin,america
[20] america,despite
[20] despite,use
[20] use,social

Top Word Pairs in Tweet in G10:
[15] social,graph
[5] lensprotocol,offers
[5] offers,decentralized
[5] decentralized,social
[5] graph,web3
[5] web3,buildooooors
[5] buildooooors,web2
[5] web2,social
[5] graph,twitter
[4] anchainai,lensprotocol

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@lensprotocol
@tdatascience
@developer_dao
@xemberedcoalx
@desoprotocol
@gustavsourek
@danielrholmberg
@p_brunenberg
@oxfordanalytica
@dmailofficial

Top Mentioned in G1:
@lensprotocol
@developer_dao
@aaveaave
@jeremyolken
@aseoconnor
@shawncheen
@twitter
@aave
@pealco
@tallycash

Top Mentioned in G2:
@serjhunt_ark

Top Mentioned in G3:
@tdatascience
@gustavsourek
@p_brunenberg
@danielrholmberg
@mmbronstein
@masontiffin
@nc_frey
@geneweng
@deeplearninnlp
@deepl_tweet

Top Mentioned in G4:
@godfly__
@cern_lxxl
@praisehisname50
@wolfpak561
@dirk_fasshauer
@duyajek_viminov
@a_damned_smith
@secularsandwich
@bentdepraved
@tertiusiv

Top Mentioned in G5:
@desoprotocol
@withsupernovas
@alex_valaitis
@intocryptoast
@doycaster
@anchainai
@lensprotocol

Top Mentioned in G6:
@cyberconnecthq
@projectgalaxyhq
@solana
@bonfida
@memprotocol
@tryshowtime
@alexmasmej
@ariannasimpson
@a16z
@syndicatedao

Top Mentioned in G7:
@xemberedcoalx

Top Mentioned in G8:
@dmailofficial
@relationlabs
@dfinity
@icpsquad
@icpexplorer
@dfinityclub
@dfinitytoday

Top Mentioned in G9:
@oxfordanalytica
@dsanco

Top Mentioned in G10:
@anchainai
@lensprotocol
@0xchristina
@nparasram
@hadley
@turnernovak
@andrewchen
@garettsloane
@ceoleeparsons
@topshotfund

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@xaelbot
@ipythonistabot
@coderretweet
@pitoloco2021
@guardian
@bz99999
@ml_tweet_bot
@frances_coppola
@webnowcompany

Top Tweeters in G1:
@pitoloco2021
@bz99999
@papayatop
@disruptbanksy
@abyjp
@krishaamer
@talibabtou
@gwhittonphoto
@iamsupermassive
@decryptmedia

Top Tweeters in G2:
@webnowcompany
@suriyasubraman
@dumbwire
@gerryoat_bot
@altamuzik
@arxivml
@newstrackmedia
@cryptscp
@myrabra73685553
@wikipediachain

Top Tweeters in G3:
@ipythonistabot
@ml_tweet_bot
@botsecx
@ayirpelle
@blkhwk0ps
@morioka
@hal4
@pythonroboto
@tiagoooliveira
@muktabh

Top Tweeters in G4:
@takethatdarwin
@zapher134
@zypisfy
@janetb172
@doubledumas
@cern_lxxl
@greekvikingx
@ah_science
@leanneaf
@kester_lowers

Top Tweeters in G5:
@nagardashingu
@itstylersays
@nmcholakov
@sowmaler
@intocryptoast
@nimacapital
@wolfyxcrypto
@anonymaditya
@neolti
@subsocialchain

Top Tweeters in G6:
@tcrpartybot
@alexmasmej
@a16z
@klaus68195964
@torlak78
@tryshowtime
@ariannasimpson
@tomiandriano1
@smb_681
@solana

Top Tweeters in G7:
@chalte_phirte
@dhillons4m
@dhaakshu
@sanju8976545
@shantimehara
@hawaaanede_
@zoya_nafis
@sonali14082869
@xemberedcoalx
@90sgirl56

Top Tweeters in G8:
@roadtobitcoin
@rhizencrypt
@firerisk6
@shakil_adrushi
@albuloushi92
@dfinitytoday
@icpexplorer
@icpfan8
@ashuyadav09
@huyenthoai21

Top Tweeters in G9:
@pacommedina
@meosodma
@jpsalazara
@oxfordanalytica
@materialaka
@deepakurup
@slaslatam
@mohume2017
@hektanon
@dralexgoodall

Top Tweeters in G10:
@andrewchen
@ceoleeparsons
@turnernovak
@nparasram
@topshotfund
@garettsloane
@phoenixwild29
@hadley
@0xchristina
@anchainai


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